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Completed reports
A public library of completed client reports. Each one documents how ChatGPT, Gemini, and Claude understood that business at the time the research was conducted. Findings change as public information and AI systems change.
The library
Financial services information and lead generation platform serving federal government and USPS employees.
ChatGPT demonstrated strong understanding of FedLendR. Claude understood the business but interpreted it through a heavy consumer-risk framework. Gemini frequently failed to identify the company at all, substituting unrelated businesses and concepts in its place.
Read the full report (PDF) ↗Reports appear here only with the business owner's written permission.
Next step
Artificial intelligence has already formed an understanding of your company. The only question is whether it matches reality. Find out before your next customer does.